Evidence mapPaperPMID 36033812Full record

SynthesisFrontiers in public health2022

The cost-effectiveness of digital health interventions: A systematic review of the literature.

Andrea Gentili, Giovanna Failla, Andriy Melnyk, Valeria Puleo, Gian Luca Di Tanna, Walter Ricciardi, Fidelia Cascini

Registry-linked trialAbstract readSystematic Review
In one paragraph

Synthesis in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06897033 (Effect of Artificial Intelligence-Generated WhatsApp Reminders Compared to No Reminders on Oral Health Among Young Adults), which is not on this map. Cited by 218 papers, 29 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
218citing papers in PubMed, 29 pooled it
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06897033 nanot yet recruitingnot on this mapstarted 2025, after this paper: background citation

Effect of Artificial Intelligence-Generated WhatsApp Reminders Compared to No Reminders on Oral Health Among Young Adults: A Randomized Controlled Trial

TypeinterventionalSponsorCairo UniversityRan2025 to 2025Enrolled60ConditionsWhite Spot Lesions, Dental Plaque, Oral Hygiene, Oral HealthArmsHealth education followed by AI-generated Whatsapp reminders, Oral Health Education
3 · Its place in the literature

Who cites it

218 citing papers in PubMed, 29 syntheses or guidelines pooled it.

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  9. Digital health tools in the management of allergic rhinitis: a systematic review.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2025
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158 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Andrea GentiliSection of Hygiene and Public Health, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Roma, Italy.
Giovanna FaillaDepartment of Public Health, University of Verona, Verona, Italy.
Andriy MelnykSection of Hygiene and Public Health, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Roma, Italy.
Valeria PuleoSection of Hygiene and Public Health, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Roma, Italy.
Gian Luca Di TannaStatistics Division, The George Institute for Global Health, University of New South Wales, Newtown, NSW, Australia.
Walter RicciardiSection of Hygiene and Public Health, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Roma, Italy.
Fidelia CasciniSection of Hygiene and Public Health, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Roma, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital health interventions have significant potential to improve safety, efficacy, and quality of care, reducing waste in healthcare costs. Despite these premises, the evidence regarding cost and effectiveness of digital tools in health is scarce and limited. Objectives: The aim of this systematic review is to summarize the evidence on the cost-effectiveness of digital health interventions and to assess whether the studies meet the established quality criteria. Methods: We queried PubMed, Scopus and Web of Science databases for articles in English published from January 1, 2016 to December 31, 2020 that performed economic evaluations of digital health technologies. The methodological rigorousness of studies was assessed with the Consolidated Health Economic Evaluation Reporting Standards (CHEERS). The review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) 2009 checklist. Results: Search identified 1,476 results, 552 of which were selected for abstract and 35 were included in this review. The studies were heterogeneous by country (mostly conducted in upper and upper-middle income countries), type of eHealth intervention, method of implementation, and reporting perspectives. The qualitative analysis identified the economic and effectiveness evaluation of six different types of interventions: (1) seventeen studies on new video-monitoring service systems; (2) five studies on text messaging interventions; (3) five studies on web platforms and digital health portals; (4) two studies on telephone support; (5) three studies on new mobile phone-based systems and applications; and (6) three studies on digital technologies and innovations. Conclusion: Findings on cost-effectiveness of digital interventions showed a growing body of evidence and suggested a generally favorable effect in terms of costs and health outcomes. However, due to the heterogeneity across study methods, the comparison between interventions still remains difficult. Further research based on a standardized approach is needed in order to methodically analyze incremental cost-effectiveness ratios, costs, and health benefits.

Indexed as

TelemedicineText MessagingCost-Benefit AnalysisTelephonecost-effectivenessdigital caredigital healthelectronic healthmobile healthtelehealthtelemedicine

Identifiers

PMID36033812
PMCPMC9403754

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.